Paper Citation Record · LEDGER

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning

As of 13 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2501.04331.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2501.04331 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:40:02.093146Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

33 of 33 outbound references displayed

verified exact0
verified fuzzy24
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b65bc020-42aa-4602-be2e-893de677d84f · outbound

This paper cites Federated learning for internet of things: A comprehensive survey,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Federated learning for internet of things: A comprehensive survey,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T21:40:01.940606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 581354ab-dcdd-4b10-a620-793c9406b338 · outbound

This paper cites Data Distribution- Aware Model Aggregation for non-IID Data in a Federated Learning Framework,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Data Distribution- Aware Model Aggregation for non-IID Data in a Federated Learning Framework,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.601683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cc8b5180-0ca1-41ca-bc4f-34de8a389c83 · outbound

This paper cites Poisoning attacks against federated learning in load forecasting of smart energy,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Poisoning attacks against federated learning in load forecasting of smart energy,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T21:40:01.950053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23f301b2-701f-41b8-ac8f-6d0dfb00e9b9 · outbound

This paper cites Source inference attacks: Beyond membership inference attacks in federated learning,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Source inference attacks: Beyond membership inference attacks in federated learning,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.578390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c25cd3f4-0cbc-4144-9297-fe1a8fe48be2 · outbound

This paper cites Federated Learning for Generalization, Robustness, Fairness: A Survey and Benchmark,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Federated Learning for Generalization, Robustness, Fairness: A Survey and Benchmark,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.553197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fbaf4149-7ccb-4534-890f-d5be49a2a1dc · outbound

This paper cites Decentralized federated learning: A survey and perspective,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Decentralized federated learning: A survey and perspective,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.535785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 285ce176-f7de-409a-949c-95cc8c4d04b3 · outbound

This paper cites Blockchain- empowered federated learning: Challenges, solutions, and future direc- tions,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Blockchain- empowered federated learning: Challenges, solutions, and future direc- tions,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.521121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7cabf5a0-f183-4bcd-bb44-3bb4bbbf22a0 · outbound

This paper cites Decentralized federated learning under free-riders: Credibility analysis,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Decentralized federated learning under free-riders: Credibility analysis,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.505472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8e2c2fae-30be-490e-bd07-ebf59b7f776f · outbound

This paper cites CDFed: Contribution-based Dynamic Federated Learning for Managing System and Statistical Heterogeneity,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning CDFed: Contribution-based Dynamic Federated Learning for Managing System and Statistical Heterogeneity,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.490723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b599b9fd-8497-4ec8-9fbb-7a70a0e88ddd · outbound

This paper cites Federated learning framework to decentralize mobility forecasting in smart cities,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Federated learning framework to decentralize mobility forecasting in smart cities,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.477145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a05f161b-ffa1-4ebe-baa1-dc6633c4e7a5 · outbound

This paper cites RollupTheCrowd: Leveraging ZkRollups for a Scalable and Privacy-Preserving Reputation-Based Crowdsourcing Platform,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning RollupTheCrowd: Leveraging ZkRollups for a Scalable and Privacy-Preserving Reputation-Based Crowdsourcing Platform,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.463234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4df2f7db-b28c-4b52-832c-9a1a8b1e35d7 · outbound

This paper cites A credible and fair federated learning framework based on blockchain,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning A credible and fair federated learning framework based on blockchain,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.448929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 063c8506-cf67-462c-9829-abc695e2e495 · outbound

This paper cites Trustworthy federated learning against malicious attacks in web 3.0,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Trustworthy federated learning against malicious attacks in web 3.0,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T21:40:01.992123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd03819d-21e9-47d7-ad5d-d9c5d87e9ec7 · outbound

This paper cites BE- SIFL: Blockchain-empowered secure and incentive federated learning paradigm in IoT,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning BE- SIFL: Blockchain-empowered secure and incentive federated learning paradigm in IoT,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.420080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bdd5cbac-f904-4dd4-bb50-2911883dd36b · outbound

This paper cites FGFL: A blockchain-based fair incentive governor for Federated Learning,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning FGFL: A blockchain-based fair incentive governor for Federated Learning,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.403635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b2120303-886b-4cc5-9d30-6ea9e851fcd9 · outbound

This paper cites Blockchain empowered reli- able federated learning by worker selection: A trustworthy reputation evaluation method,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Blockchain empowered reli- able federated learning by worker selection: A trustworthy reputation evaluation method,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.390254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e466fdea-4e43-4f0a-bd07-8e0986ccc3fd · outbound

This paper cites An Efficient Blockchain As- sisted Reputation Aware Decentralized Federated Learning Framework,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning An Efficient Blockchain As- sisted Reputation Aware Decentralized Federated Learning Framework,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.376862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9c1dd2e3-b413-4e52-a4d1-7995f319d5cc · outbound

This paper cites High-quality model aggregation for blockchain-based federated learning via reputation- motivated task participation,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning High-quality model aggregation for blockchain-based federated learning via reputation- motivated task participation,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.364874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 568901b5-176d-4114-bccb-1b6e1bf9c068 · outbound

This paper cites BlockFLow: Decentralized, privacy-preserving, and accountable federated machine learning,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning BlockFLow: Decentralized, privacy-preserving, and accountable federated machine learning,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.350412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d4481549-adfe-4c69-b22f-095c003ad604 · outbound

This paper cites Fairness, integrity, and privacy in a scalable blockchain-based federated learning system,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Fairness, integrity, and privacy in a scalable blockchain-based federated learning system,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.335712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bb1cd15a-b2af-47bb-8ebd-1ebbb17b27af · outbound

This paper cites IPFS - Content Addressed, Versioned, P2P File System.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning IPFS - Content Addressed, Versioned, P2P File System

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T21:40:02.033052Z

Source-reported events for the cited work

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Observation f0c4fc6a-854a-4b3e-940f-c1da3bca3fc0 · outbound

This paper cites A survey on blockchain sharding,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning A survey on blockchain sharding,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.320537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6d6618db-ffda-45fd-8b85-a1f6616f5b7b · outbound

This paper cites Multi-tasking federated learning meets blockchain to foster trust and security in the Metaverse,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Multi-tasking federated learning meets blockchain to foster trust and security in the Metaverse,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.305708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e8202ec9-83de-4735-ab3f-ebe1b0b67c47 · outbound

This paper cites ScaleSFL: a shard- ing solution for blockchain-based federated learning,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning ScaleSFL: a shard- ing solution for blockchain-based federated learning,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.289516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8369549a-5804-46e1-ac1a-8e6bbae8e87f · outbound

This paper cites Analysing and improving shard allocation protocols for sharded blockchains,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Analysing and improving shard allocation protocols for sharded blockchains,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.274519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a2f772f7-d0f7-41bd-acfc-b0fa46e5ee54 · outbound

This paper cites HotStuff: BFT Consensus in the Lens of Blockchain.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning HotStuff: BFT Consensus in the Lens of Blockchain

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T21:40:02.057180Z

Source-reported events for the cited work

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Observation 9231ec92-aacd-460c-b0a7-12f5e5160d7e · outbound

This paper cites Blockchain scaling using rollups: A comprehensive survey,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Blockchain scaling using rollups: A comprehensive survey,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T21:40:02.062362Z

Source-reported events for the cited work

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Observation 0038d715-baaa-4ed1-a1d5-3eee788470ba · outbound

This paper cites A comprehensive survey on local differential privacy,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning A comprehensive survey on local differential privacy,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.249779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fa8f762b-3834-4bef-bc5b-4b0fec9992a6 · outbound

This paper cites On the Convergence of FedAvg on Non-IID Data.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning On the Convergence of FedAvg on Non-IID Data

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T21:40:02.072755Z

Source-reported events for the cited work

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Observation 93cbe514-7256-4a4f-98ac-d45851dc2d7d · outbound

This paper cites Trust network analysis with subjective logic,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Trust network analysis with subjective logic,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.231156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b75dd34a-1c81-4f03-b97d-75a0668acd69 · outbound

This paper cites The MNIST database of handwritten digits,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning The MNIST database of handwritten digits,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T21:40:02.082438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f3e2e12-f06a-4374-a351-61d4ffcc6de4 · outbound

This paper cites Improved LeNet-5 model based on handwritten numeral recognition,.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Improved LeNet-5 model based on handwritten numeral recognition,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:40:02.192868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation eb867869-be75-4a9d-948f-d237d5dd6d3d · outbound

This paper cites Available: https://api.semanticscholar.org/CorpusID: 60282629.

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Available: https://api.semanticscholar.org/CorpusID: 60282629

Reference 2005

Resolution: unresolved; no resolver link, observed 2026-08-10T21:40:02.087566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.